White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Cropped to 750 m isobath, all covariates (u and v become vel_mag), evaluated using area under the receiver operator curve (roc_auc)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9534574 | 0.8598664 | 0.9902154 | 0.9479647 |
| bt | 0.8829787 | 0.9172870 | 0.9420523 | 0.7731055 |
| maxnet | 0.6489362 | 0.9543641 | 0.7519121 | 0.3940732 |
| gam | NA | NA | 0.7948669 | NA |
| glm | NA | NA | 0.7153018 | NA |
Variable Importance
